{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from data import NoisyDataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_ = NoisyDataset('train-jpg/', crop_size=128) # Default gaussian noise without clean targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dl = DataLoader(data_, batch_size=1, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(img):\n",
    "    plt.figure()\n",
    "    npimg = torch.squeeze(img).numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1,2,0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for d in dl:\n",
    "    plt.figure()\n",
    "    show(d[0])\n",
    "    show(d[-1])\n",
    "    if i == 0:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_2 = NoisyDataset('dataset/train', train_noise_model=('text', 0.3)) # Text corruption without clean targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dl2 = DataLoader(data_2, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "corrupt target\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for d in dl2:\n",
    "    plt.figure()\n",
    "    show(d[0])\n",
    "    show(d[-1])\n",
    "    if i == 0:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_3 = NoisyDataset('dataset/train', train_noise_model=('poisson', None), clean_targ=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dl3 = DataLoader(data_3, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "int64\n",
      "[[[ 47  60  18]\n",
      "  [ 64  76  42]\n",
      "  [ 57  80  31]\n",
      "  ...\n",
      "  [ 25  55   4]\n",
      "  [ 62  95  40]\n",
      "  [ 66  79  19]]\n",
      "\n",
      " [[ 54  77  33]\n",
      "  [ 74  91  41]\n",
      "  [ 46  74  23]\n",
      "  ...\n",
      "  [ 76  75  47]\n",
      "  [ 57  91  37]\n",
      "  [ 57  96  50]]\n",
      "\n",
      " [[ 61  90  29]\n",
      "  [ 54  77  28]\n",
      "  [ 38  79  14]\n",
      "  ...\n",
      "  [ 24  69  21]\n",
      "  [ 39  62  31]\n",
      "  [ 67  93  31]]\n",
      "\n",
      " ...\n",
      "\n",
      " [[110 149  77]\n",
      "  [127 149  65]\n",
      "  [115 142  92]\n",
      "  ...\n",
      "  [ 98 147  64]\n",
      "  [133 139  67]\n",
      "  [124 143  93]]\n",
      "\n",
      " [[110 137  62]\n",
      "  [ 87 115  44]\n",
      "  [137 145  76]\n",
      "  ...\n",
      "  [ 90 122  67]\n",
      "  [124 183  76]\n",
      "  [106 125  53]]\n",
      "\n",
      " [[114 120  73]\n",
      "  [102 130  64]\n",
      "  [145 151  86]\n",
      "  ...\n",
      "  [102 130  93]\n",
      "  [125 152  90]\n",
      "  [ 88 103  61]]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for d in dl3:\n",
    "    plt.figure()\n",
    "    show(d[0])\n",
    "    show(d[-1])\n",
    "    if i == 0:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_4 = NoisyDataset('dataset/train', train_noise_model=('multiplicative_bernoulli', 0.20), clean_targ=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dl_4 = DataLoader(data_4, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for d in dl_4:\n",
    "    plt.figure()\n",
    "    show(d[0])\n",
    "    show(d[-1])\n",
    "    if i == 0:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
